{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实战阿里天池竞赛——服饰属性标签识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "近期阿里巴巴的天池算法竞赛平台上线了一场有着高额奖金的算法竞赛：[FashionAI全球挑战赛—服饰属性标签识别](https://tianchi.aliyun.com/competition/information.htm?spm=5176.100067.5678.2.5f1b3a26SDt1nT&raceId=231649)。第一名队伍将有50万人民币的奖金！是不是非常动心？\n",
    "\n",
    "在这场竞赛中，主办方提供了八种不同服饰的图片数据，每种服饰的训练数据有大约一万张图片，选手们的任务就是设计一个算法对图片中服饰的属性做出准确判断。例如其中的裙子类图片，就分为不可见，短裙，中裙，七分裙，九分裙和长裙等总共六种属性。我们可以将其视为经典的图片分类问题，并通过卷积神经网络来解决。\n",
    "\n",
    "`MXNet`是一个易安装易上手的开源深度学习工具，它提供了一个python接口`gluon`，能够让大家很快地搭建起神经网络，并进行高效训练。在本篇教程中，我们将以比赛中的裙子任务为例，向大家展示如何用`gluon`从零开始，设计一个简单而又效果好的卷积神经网络算法。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、环境配置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 系统配置\n",
    "\n",
    "对于深度学习训练而言，用GPU加速训练是很重要的。这次竞赛的数据量虽然不算大，但是只用CPU计算可能还是会让一次模型训练花上好几天的时间！因此我们建议大家使用至少一块GPU来进行训练。还没有GPU的同学，可以参考如下两种选择：\n",
    "\n",
    "1. 根据自己的预算和需求入手（年轻人的第）一块GPU。我们写了一篇[GPU购买指南](http://zh.gluon.ai/chapter_preface/buy-gpu.html)，方便大家选购。\n",
    "2. 为了这次比赛租用亚马逊云的GPU服务器。我们写了一篇[AWS的运行教程](http://zh.gluon.ai/chapter_preface/aws.html)，帮助大家配置自己的云服务器。\n",
    "\n",
    "配置好了硬件与系统之后，我们需要安装Nvidia提供的CUDA与CUDNN，从而把我们的代码与GPU硬件真正连接起来。这部分的安装比较容易，可以参考[这一部分](http://zh.gluon.ai/chapter_preface/aws.html#cuda)的指导。\n",
    "\n",
    "如果选择使用亚马逊云服务器，那么我们建议在选择系统镜像时选择Deep Learning AMI，这个镜像把与GPU训练相关的环境（CUDA，CUDNN）都已经配置好了，不需要做其他的配置了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 安装MXNet\n",
    "\n",
    "配置好了环境之后，我们就可以安装MXNet了。有很多种方式可以安装MXNet，如果要在Linux系统上为python安装GPU版本，只需要执行：\n",
    "\n",
    "```\n",
    "pip install mxnet-cu90\n",
    "```\n",
    "\n",
    "就可以了。如果系统中安装的是CUDA 8.0，可以将代码改成对应的`mxnet-cu80`。\n",
    "\n",
    "如果有同学想要使用其他的语言接口或者是操作系统，或者是自己从源码编译，都可以在[官方的安装说明](http://mxnet.incubator.apache.org/install/index.html)中找到符合自己情况的安装步骤。\n",
    "\n",
    "在接下来的教程中，我们使用MXNet的python接口`gluon`带领大家上手此次竞赛。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、数据处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据获取\n",
    "\n",
    "首先我们在当前目录下新建`data`文件夹，然后从官网上将热身数据集，训练数据集和测试数据集下载到`data`中并解压。\n",
    "\n",
    "比赛的数据可以从[比赛官网](https://tianchi.aliyun.com/competition/information.htm?spm=5176.100067.5678.2.5f1b3a26aUuzge&raceId=231649)获取，不过同学们要登录天池账号并注册参加比赛之后才能下载。主要的数据集有三个：\n",
    "\n",
    "1. `fashionAI_attributes_train_20180222.tar`是主要训练数据，里面含有八个任务的带标记训练图片。这份教程中我们只选用其中的裙子任务做演示。\n",
    "2. `fashionAI_attributes_test_a_20180222.tar`是预测数据，里面含有八个任务的不带标记训练图片，我们的目的就是训练出模型之后在这份数据上给出分类预测。\n",
    "3. `warm_up_train_20180201.tar`是热身数据，里面含有与训练集不重复的裙子训练集图片，是对训练数据很重要的补充。\n",
    "\n",
    "在进一步运行前，请确认当前的目录结构是这样的：\n",
    "\n",
    "```\n",
    "Gluon-FashionAI-Attributes\n",
    "├── data/\n",
    "│   ├── base/\n",
    "│   ├── rank/\n",
    "│   └── web/\n",
    "└── FashionAI-Attributes-Skirt.ipynb\n",
    "```\n",
    "\n",
    "其中`base`是训练数据集，`rank`是预测数据集，`web`是热身数据集。\n",
    "\n",
    "注意事项：\n",
    "\n",
    "1. 下载好的数据在解压前与解压后会各占用约8G的硬盘空间，在接下来的数据整理中我们会将数据复制为更方便的目录结构，因此请预留足够的硬盘空间。\n",
    "2. 因为图片数据集通常很大，因此`gluon`不会一次性将所有图片读入内存，而是在训练过程中不断读取硬盘上的图片文件。请有条件的同学将图片存在SSD硬盘上，这样可以避免数据读取成为瓶颈，从而大幅提高训练速度。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据整理\n",
    "\n",
    "`gluon`提供了一个读取图像分类任务数据的接口`gluon.data.vision.ImageFolderDataset`，它期望数据是类似ImageNet的格式组织的，即每一类图片都统一放在一个目录下。我们可以通过下面的代码，将裙子的数据整理成`gluon`可以方便读取的格式，并将10%的数据拿出来做验证集。\n",
    "\n",
    "首先，我们在`data`下新建一个目录`train_valid`，作为所有整理后数据的目录。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "def mkdir_if_not_exist(path):\n",
    "    if not os.path.exists(os.path.join(*path)):\n",
    "        os.makedirs(os.path.join(*path))\n",
    "\n",
    "mkdir_if_not_exist(['data/train_valid'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们选用裙子数据的原因之一，就是热身数据与训练数据中都提供了它的训练图片，从而能让我们能够有更丰富的训练资源。下面我们将分别从热身数据欲训练数据的标记文件中：\n",
    "\n",
    "1. 读取每张图片的路径和标签\n",
    "2. 将这张图片按照它的标签放入`data/train_valid`目录下对应的类别目录中\n",
    "3. 将前90%的数据用做训练，后10%的数据用作验证\n",
    "\n",
    "第一步，读取训练图片的路径和标签。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 裙子任务的目录名\n",
    "task = 'skirt_length_labels'\n",
    "# 热身数据与训练数据的图片标记文件\n",
    "warmup_label_dir = 'data/web/Annotations/skirt_length_labels.csv'\n",
    "base_label_dir = 'data/base/Annotations/label.csv'\n",
    "\n",
    "image_path = []\n",
    "\n",
    "with open(warmup_label_dir, 'r') as f:\n",
    "    lines = f.readlines()\n",
    "    tokens = [l.rstrip().split(',') for l in lines]\n",
    "    for path, _, label in tokens:\n",
    "        image_path.append(('data/web/' + path, label))\n",
    "\n",
    "with open(base_label_dir, 'r') as f:\n",
    "    lines = f.readlines()\n",
    "    tokens = [l.rstrip().split(',') for l in lines]\n",
    "    for path, tk, label in tokens:\n",
    "        if tk == task:\n",
    "            image_path.append(('data/base/' + path, label))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们来检查一下读入的数据。`image_path`应该由路径和图片对应标签组成，其中标签是若干个`n`和一个`y`组成的字符串，字母`y`出现的位置就是图片对应的类型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Official Label String: nnnnny\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd98412d7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mxnet import image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_image(img_path):\n",
    "    with open(img_path, 'rb') as f:\n",
    "        img = image.imdecode(f.read())\n",
    "    plt.imshow(img.asnumpy())\n",
    "    return img\n",
    "\n",
    "plot_image(image_path[0][0])\n",
    "print(\"Official Label String: %s\" %(image_path[0][1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出这张图中的裙子是长裙，对应上官方的说明，可以发现与标记吻合。\n",
    "\n",
    "接下来，我们就准备好训练集和测试集的目录，以及6个裙子类别对应的子目录。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mkdir_if_not_exist(['data/train_valid', task])\n",
    "mkdir_if_not_exist(['data/train_valid', task, 'train'])\n",
    "mkdir_if_not_exist(['data/train_valid', task, 'val'])\n",
    "m = len(list(image_path[0][1]))\n",
    "for mm in range(m):\n",
    "    mkdir_if_not_exist(['data/train_valid', task, 'train', str(mm)])\n",
    "    mkdir_if_not_exist(['data/train_valid', task, 'val', str(mm)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行后的目录结构如下：\n",
    "```\n",
    "train_valid\n",
    "└── skirt_length_labels\n",
    "    ├── train\n",
    "    │   ├── 0\n",
    "    │   ├── 1\n",
    "    │   ├── 2\n",
    "    │   ├── 3\n",
    "    │   ├── 4\n",
    "    │   └── 5\n",
    "    └── val\n",
    "        ├── 0\n",
    "        ├── 1\n",
    "        ├── 2\n",
    "        ├── 3\n",
    "        ├── 4\n",
    "        └── 5\n",
    "```\n",
    "要想处理其他类型的服饰，只需要将`task`变量指定为对应的服饰类型名称就行了。\n",
    "\n",
    "最后，我们将图片复制到各自对应的目录中。需要注意的是，这里我们刻意随机打乱了图片的顺序，从而防止训练集与测试集切分不均匀的情况出现。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random, shutil\n",
    "\n",
    "n = len(image_path)\n",
    "random.seed(1024)\n",
    "random.shuffle(image_path)\n",
    "train_count = 0\n",
    "for path, label in image_path:\n",
    "    label_index = list(label).index('y')\n",
    "    if train_count < n * 0.9:\n",
    "        shutil.copy(path,\n",
    "                    os.path.join('data/train_valid', task, 'train', str(label_index)))\n",
    "    else:\n",
    "        shutil.copy(path,\n",
    "                    os.path.join('data/train_valid', task, 'val', str(label_index)))\n",
    "    train_count += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、迁移学习"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据准备完毕，接下来我们可以开始着手设计算法了。\n",
    "\n",
    "这个问题可以被视作计算机视觉中的经典问题：图片分类。一个典型的例子是ImageNet数据集与ILSVRC竞赛，其中选手们要为分别从属于1000个类别的逾1400万张图片设计算法，将它们准确分类。在服饰属性判别竞赛中，我们可以认为不同属性的服饰从属于不同的类别，于是便能参考ImageNet中的优胜算法来参赛。\n",
    "\n",
    "在初赛阶段，主办方给每类服饰各提供了约一万张图片用来训练，这样的数据量还不足以让我们从零开始训练一个很棒的深度学习模型。于是我们可以借用迁移学习的想法，从一个在ImageNet数据集上被训练好的模型出发，一点点把它改造成“更懂衣服”的模型。如下图所示，左边的是在ImageNet数据集上训练好的网络，右边的是我们即将用来参赛的网络，这两个网络主体结构一致，因此我们可以将主要的网络权重都复制过来。因为两个网络在输出层的分类个数与含义都不一样，我们需要将输出层重新定义并随机初始化。\n",
    "\n",
    "![fine-tuning.svg](http://zh.gluon.ai/_images/fine-tuning.svg)\n",
    "\n",
    "在ImageNet数据集上，大家主要用卷积神经网络，而在过去的几年中也出现了很多不同的网络架构。`gluon`官方提供了许多不同的预训练好的卷积神经网络模型，我们在这个比赛中选择效果比较好的`resnet50_v2`模型作为训练的出发点。关于迁移学习更详细的介绍可以参考`gluon`中文教程中的[Fine-tuning: 通过微调来迁移学习](http://zh.gluon.ai/chapter_computer-vision/fine-tuning.html)一节。\n",
    "\n",
    "首先，我们准备好需要用到的环境。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mxnet as mx\n",
    "import numpy as np\n",
    "\n",
    "import os, time, math, shutil, random\n",
    "\n",
    "from mxnet import gluon, image, init, nd\n",
    "from mxnet import autograd as ag\n",
    "from mxnet.gluon import nn\n",
    "from mxnet.gluon.model_zoo import vision as models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们可以一句话导入预训练好的`resnet50_v2`模型。如果是首次导入模型，代码会需要一点时间下载预训练好的模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pretrained_net = models.resnet50_v2(pretrained=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在ImageNet上训练的模型输出是1000维的，我们需要定义一个新的`resnet50_v2`网络，其中\n",
    "\n",
    "1. 输出层之前的权重是预训练好的\n",
    "2. 输出是6维的，且输出层的权重随机初始化\n",
    "\n",
    "之后，我们可以根据具体的机器环境选择将网络保存在CPU或者是GPU上。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_gpu = 1\n",
    "ctx = [mx.gpu(i) for i in range(num_gpu)] if num_gpu > 0 else [mx.cpu()]\n",
    "\n",
    "finetune_net = models.resnet50_v2(classes=6)\n",
    "finetune_net.features = pretrained_net.features\n",
    "finetune_net.output.initialize(init.Xavier(), ctx = ctx)\n",
    "finetune_net.collect_params().reset_ctx(ctx)\n",
    "finetune_net.hybridize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上面代码中的最后一行我们调用了`hybridize`，这是`gluon`的主要特性之一，能将命令式编程构建的模型在执行时把大部分运算转成符号式来执行，这样一方面提高了开发效率，同时也保证了运行速度。关于`hybridize`更详细的介绍可以参考`gluon`中文教程中的[Hybridize：更快和更好移植](http://zh.gluon.ai/chapter_gluon-advances/hybridize.html)一节。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来我们定义几个辅助函数，它们分别是\n",
    "\n",
    "1. 计算Average Precision，官方的结果评价标准。\n",
    "2. 训练集与验证集的图片增广函数。\n",
    "3. 每轮训练结束后在测试集上评估的函数\n",
    "\n",
    "关于图片增广更详细的介绍可以参考`gluon`中文教程中的[图片增广](http://zh.gluon.ai/chapter_computer-vision/image-augmentation.html)一节。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算 Average Precision\n",
    "def calculate_ap(labels, outputs):\n",
    "    cnt = 0\n",
    "    ap = 0.\n",
    "    for label, output in zip(labels, outputs):\n",
    "        for lb, op in zip(label.asnumpy().astype(np.int),\n",
    "                          output.asnumpy()):\n",
    "            op_argsort = np.argsort(op)[::-1]\n",
    "            lb_int = int(lb)\n",
    "            ap += 1.0 / (1+list(op_argsort).index(lb_int))\n",
    "            cnt += 1\n",
    "    return ((ap, cnt))\n",
    "\n",
    "# 训练集图片增广\n",
    "def transform_train(data, label):\n",
    "    im = data.astype('float32') / 255\n",
    "    auglist = image.CreateAugmenter(data_shape=(3, 224, 224), resize=256,\n",
    "                                    rand_crop=True, rand_mirror=True,\n",
    "                                    mean = np.array([0.485, 0.456, 0.406]),\n",
    "                                    std = np.array([0.229, 0.224, 0.225]))\n",
    "    for aug in auglist:\n",
    "        im = aug(im)\n",
    "    im = nd.transpose(im, (2,0,1))\n",
    "    return (im, nd.array([label]).asscalar())\n",
    "\n",
    "# 验证集图片增广，没有随机裁剪和翻转\n",
    "def transform_val(data, label):\n",
    "    im = data.astype('float32') / 255\n",
    "    auglist = image.CreateAugmenter(data_shape=(3, 224, 224), resize=256,\n",
    "                                    mean = np.array([0.485, 0.456, 0.406]),\n",
    "                                    std = np.array([0.229, 0.224, 0.225]))\n",
    "    for aug in auglist:\n",
    "        im = aug(im)\n",
    "    im = nd.transpose(im, (2,0,1))\n",
    "    return (im, nd.array([label]).asscalar())\n",
    "\n",
    "# 在验证集上预测并评估\n",
    "def validate(net, val_data, ctx):\n",
    "    metric = mx.metric.Accuracy()\n",
    "    L = gluon.loss.SoftmaxCrossEntropyLoss()\n",
    "    AP = 0.\n",
    "    AP_cnt = 0\n",
    "    val_loss = 0\n",
    "    for i, batch in enumerate(val_data):\n",
    "        data = gluon.utils.split_and_load(batch[0], ctx_list=ctx, \n",
    "                                          batch_axis=0, even_split=False)\n",
    "        label = gluon.utils.split_and_load(batch[1], ctx_list=ctx, \n",
    "                                           batch_axis=0, even_split=False)\n",
    "        outputs = [net(X) for X in data]\n",
    "        metric.update(label, outputs)\n",
    "        loss = [L(yhat, y) for yhat, y in zip(outputs, label)]\n",
    "        val_loss += sum([l.mean().asscalar() for l in loss]) / len(loss)\n",
    "        ap, cnt = calculate_ap(label, outputs)\n",
    "        AP += ap\n",
    "        AP_cnt += cnt\n",
    "    _, val_acc = metric.get()\n",
    "    return ((val_acc, AP / AP_cnt, val_loss / len(val_data)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们定义一些训练参数。注意，在迁移学习中，我们一般认为整个网络的参数不需要进行很大地改动，只需要在训练数据上微调，因此我们的学习速率都设为一个比较小的值，比如`0.001`。\n",
    "\n",
    "为了方便演示，我们只循环两轮训练，展示过程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 1e-3\n",
    "momentum = 0.9\n",
    "wd = 1e-4\n",
    "epochs = 2\n",
    "batch_size = 64"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来我们可以读入数据了。经过之前的整理，数据可以用`gluon.data.DataLoader`接口读入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = os.path.join('data/train_valid', task, 'train')\n",
    "val_path = os.path.join('data/train_valid', task, 'val')\n",
    "\n",
    "# 定义训练集的 DataLoader\n",
    "train_data = gluon.data.DataLoader(\n",
    "    gluon.data.vision.ImageFolderDataset(train_path, transform=transform_train),\n",
    "    batch_size=batch_size, shuffle=True, num_workers=4)\n",
    "\n",
    "# 定义验证集的 DataLoader\n",
    "val_data = gluon.data.DataLoader(\n",
    "    gluon.data.vision.ImageFolderDataset(val_path, transform=transform_val),\n",
    "    batch_size=batch_size, shuffle=False, num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们定义网络的优化算法和损失函数。这次比赛中我们选用随机梯度下降就能得到比较好的效果。\n",
    "\n",
    "分类问题一般用交叉熵作为损失函数，另外，我们除了mAP指标之外也关心模型的准确率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 Trainer\n",
    "trainer = gluon.Trainer(finetune_net.collect_params(),\n",
    "                        'sgd', {\n",
    "                            'learning_rate': lr, 'momentum': momentum, 'wd': wd\n",
    "                        })\n",
    "\n",
    "# 定义准确率评估函数，损失函数\n",
    "L = gluon.loss.SoftmaxCrossEntropyLoss()\n",
    "metric = mx.metric.Accuracy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至此万事俱备，我们可以开始训练了！再次提醒，这里为了快速演示，我们只做两次循环，为了达到更好的训练效果请记得将`epochs`调大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Epoch 0] Train-acc: 0.645, mAP: 0.785, loss: 0.921 | Val-acc: 0.801, mAP: 0.889, loss: 0.537 | time: 79.9\n",
      "[Epoch 1] Train-acc: 0.801, mAP: 0.887, loss: 0.538 | Val-acc: 0.857, mAP: 0.922, loss: 0.385 | time: 73.4\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(epochs):\n",
    "    tic = time.time()\n",
    "    \n",
    "    train_loss = 0\n",
    "    metric.reset()\n",
    "    AP = 0.\n",
    "    AP_cnt = 0\n",
    "    \n",
    "    num_batch = len(train_data)\n",
    "    \n",
    "    for i, batch in enumerate(train_data):\n",
    "        data = gluon.utils.split_and_load(batch[0], ctx_list=ctx, batch_axis=0, even_split=False)\n",
    "        label = gluon.utils.split_and_load(batch[1], ctx_list=ctx, batch_axis=0, even_split=False)\n",
    "        with ag.record():\n",
    "            outputs = [finetune_net(X) for X in data]\n",
    "            loss = [L(yhat, y) for yhat, y in zip(outputs, label)]\n",
    "        for l in loss:\n",
    "            l.backward()\n",
    "\n",
    "        trainer.step(batch_size)\n",
    "        train_loss += sum([l.mean().asscalar() for l in loss]) / len(loss)\n",
    "\n",
    "        metric.update(label, outputs)\n",
    "        ap, cnt = calculate_ap(label, outputs)\n",
    "        AP += ap\n",
    "        AP_cnt += cnt\n",
    "\n",
    "    train_map = AP / AP_cnt\n",
    "    _, train_acc = metric.get()\n",
    "    train_loss /= num_batch\n",
    "\n",
    "    val_acc, val_map, val_loss = validate(finetune_net, val_data, ctx)\n",
    "    print('[Epoch %d] Train-acc: %.3f, mAP: %.3f, loss: %.3f | Val-acc: %.3f, mAP: %.3f, loss: %.3f | time: %.1f' %\n",
    "         (epoch, train_acc, train_map, train_loss, val_acc, val_map, val_loss, time.time() - tic))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练结束了，那效果怎么样呢？我们可以直接拿几张测试集的图片出来，用人眼对比一下看看预测的类型是否准确。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "skirt_attr = ['Invisible', 'Short', 'Knee', 'Midi', 'Ankle', 'Floor']\n",
    "\n",
    "def classify_skirt(path):\n",
    "    img_path = os.path.join('data/rank', path)\n",
    "    img = plot_image(img_path)\n",
    "    data, _ = transform_val(img, 0)\n",
    "    data = data.expand_dims(axis=0)\n",
    "    # 输出网络预测\n",
    "    out = finetune_net(data.as_in_context(ctx[0]))\n",
    "    out = nd.SoftmaxActivation(out)\n",
    "    pred = int(nd.argmax(out, axis=1).asscalar())\n",
    "    prob = out[0][pred].asscalar()\n",
    "    attr_name = skirt_attr[pred]\n",
    "    return('With prob=%f, %s'%(prob, attr_name))\n",
    "\n",
    "# 读取测试图片路径\n",
    "with open('data/rank/Tests/question.csv', 'r') as f:\n",
    "    lines = f.readlines()\n",
    "tokens = [l.rstrip().split(',') for l in lines]\n",
    "test_images = [t[0] for t in tokens if t[1] == task]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'With prob=0.620382, Midi'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd98403eac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classify_skirt(test_images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'With prob=0.657151, Floor'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd997553e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classify_skirt(test_images[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'With prob=0.988407, Short'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd995f17470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classify_skirt(test_images[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'With prob=0.806257, Ankle'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd995e8c2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classify_skirt(test_images[5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'With prob=0.885553, Knee'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd995e76ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classify_skirt(test_images[1024])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，虽然只有两轮训练，但我们的模型在展示的几张图片上都做出了正确的预测。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四、总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至此，我们展示了从数据整理直到作出预测的样例代码。你可以从这里开始，不断地改进代码，向着更好的结果出发。\n",
    "\n",
    "下面我们给出一些可以改进的方向，你可以从他们开始着手：\n",
    "\n",
    "1. 调整参数，比如学习速率，批量大小，训练循环次数等。\n",
    "  - 参数之间是有互相影响的，比如更小的学习速率可能意味着更多的循环次数。\n",
    "  - 建议以验证集上的结果来选择参数\n",
    "  - 不同数据的最佳参数可能是不一样的，建议对每个任务选取相应的最佳参数\n",
    "2. 选择模型。\n",
    "  - 除了ResNet模型之外，`gluon`还提供很多其他流行的卷积神经网络模型，可以到[官方文档](https://mxnet.incubator.apache.org/api/python/gluon/model_zoo.html)根据它们在ImageNet上的表现进行选择。\n",
    "  - 在计算资源有限的情况下，可以考虑选用占内存更小、计算速度更快的模型。\n",
    "3. 更全面的图片增广\n",
    "  - 可以考虑在训练时加上更多的图片操作。`image.CreateAugmenter`函数有很多[其他的参数](https://mxnet.incubator.apache.org/api/python/image/image.html?highlight=image.createaugmenter#mxnet.image.CreateAugmenter)，不妨分别试试效果。\n",
    "  - 在预测时将预测图片做不同的裁剪/微调并分别预测，最后以平均预测值为最后答案，可以得到更稳健的结果。\n",
    "\n",
    "[吐槽和讨论请点这里](https://discuss.gluon.ai/t/topic/5353)"
   ]
  }
 ],
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